LLM Reference

Kimi K2.6 vs Kimi K2.7-Code HighSpeed

Kimi K2.6 (2026) and Kimi K2.7-Code HighSpeed (2026) are agentic coding models from Moonshot AI. Kimi K2.6 ships a 262k-token context window, while Kimi K2.7-Code HighSpeed ships a 262k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads. It focuses on practical selection signals rather than broad model-family marketing.

Kimi K2.7-Code HighSpeed is safer overall; choose Kimi K2.6 when coding workflow support matters.

Decision scorecard

Local evidence first
SignalKimi K2.6Kimi K2.7-Code HighSpeed
Best forcustom coding agents, code generation, and tool loopscustom coding agents, code generation, and tool loops
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window262k262k
Cheapest output$3.49/1M tokens-
Provider routes9 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Kimi K2.6 when...
  • Kimi K2.6 has broader tracked provider coverage for fallback and procurement flexibility.
  • Local decision data tags Kimi K2.6 for Coding, RAG, and Agents.
Choose Kimi K2.7-Code HighSpeed when...
  • Local decision data tags Kimi K2.7-Code HighSpeed for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Kimi K2.6

$1,457

Cheapest tracked route/tier: OpenRouter

Kimi K2.7-Code HighSpeed

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

Kimi K2.6 -> Kimi K2.7-Code HighSpeed
  • Provider overlap exists on Moonshot AI Kimi; start route-level A/B tests there.
Kimi K2.7-Code HighSpeed -> Kimi K2.6
  • Provider overlap exists on Moonshot AI Kimi; start route-level A/B tests there.

Specs

Specification
Released2026-04-202026-06-15
Context window262k262k
Parameters1T1T
ArchitectureMixture of ExpertsMixture of Experts
LicenseMITOSI-approvedMITOSI-approved
OpennessOpen sourceOpen source
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff2025-04-

Pricing and availability

Pricing attributeKimi K2.6Kimi K2.7-Code HighSpeed
Input price$0.73/1M tokens-
Output price$3.49/1M tokens-
Providers

Capabilities

CapabilityKimi K2.6Kimi K2.7-Code HighSpeed
VisionYesYes
MultimodalYesYes
ReasoningYesYes
Function callingYesYes
Tool useYesYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Deep dive

The capability footprint is close: both models cover vision, multimodal input, reasoning mode, function calling, and tool use. That makes context budget, benchmark fit, and provider maturity more important than a simple checklist. If your application depends on one integration detail, verify it against the provider route you plan to use, not just the base model listing.

Pricing coverage is uneven: Kimi K2.6 has $0.73/1M input tokens and Kimi K2.7-Code HighSpeed has no token price sourced yet. Provider availability is 9 tracked routes versus 1. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.

Choose Kimi K2.6 when coding workflow support and broader provider choice are central to the workload. Choose Kimi K2.7-Code HighSpeed when coding workflow support are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency. For teams standardizing a stack, that distinction is often the difference between a benchmark win and a reliable deployment.

FAQ

Which has a larger context window, Kimi K2.6 or Kimi K2.7-Code HighSpeed?

Kimi K2.6 supports 262k tokens, while Kimi K2.7-Code HighSpeed supports 262k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Is Kimi K2.6 or Kimi K2.7-Code HighSpeed open source?

Kimi K2.6 is listed under MIT. Kimi K2.7-Code HighSpeed is listed under MIT. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, Kimi K2.6 or Kimi K2.7-Code HighSpeed?

Both Kimi K2.6 and Kimi K2.7-Code HighSpeed expose vision. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is better for multimodal input, Kimi K2.6 or Kimi K2.7-Code HighSpeed?

Both Kimi K2.6 and Kimi K2.7-Code HighSpeed expose multimodal input. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Which is better for reasoning mode, Kimi K2.6 or Kimi K2.7-Code HighSpeed?

Both Kimi K2.6 and Kimi K2.7-Code HighSpeed expose reasoning mode. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Where can I run Kimi K2.6 and Kimi K2.7-Code HighSpeed?

Kimi K2.6 is available on Cloudflare Workers AI, NVIDIA NIM, Moonshot AI Kimi, Fireworks AI, and OpenRouter. Kimi K2.7-Code HighSpeed is available on Moonshot AI Kimi. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-20. Data sourced from public model cards and provider documentation.